Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference

4 February 2019

Papers citing "Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference"

50 / 307 papers shown

Title
Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models Tongshuang Wu Marco Tulio Ribeiro Jeffrey Heer Daniel S. Weld 41 240 0 01 Jan 2021
How Do Your Biomedical Named Entity Recognition Models Generalize to Novel Entities? Hyunjae Kim Jaewoo Kang AI4CE 86 21 0 01 Jan 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging Han Guo Nazneen Rajani Peter Hase Joey Tianyi Zhou Caiming Xiong TDI 41 102 0 31 Dec 2020
HateCheck: Functional Tests for Hate Speech Detection Models Paul Röttger B. Vidgen Dong Nguyen Zeerak Talat Helen Z. Margetts J. Pierrehumbert 31 259 0 31 Dec 2020
Infusing Finetuning with Semantic Dependencies Zhaofeng Wu Hao Peng Noah A. Smith 22 36 0 10 Dec 2020
Latent Adversarial Debiasing: Mitigating Collider Bias in Deep Neural Networks L. N. Darlow Stanisław Jastrzębski Amos Storkey 48 24 0 19 Nov 2020
Gradient Starvation: A Learning Proclivity in Neural Networks Mohammad Pezeshki Sekouba Kaba Yoshua Bengio Aaron Courville Doina Precup Guillaume Lajoie MLT 50 257 0 18 Nov 2020
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles Christopher Clark Mark Yatskar Luke Zettlemoyer 18 61 0 07 Nov 2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 77 670 0 06 Nov 2020
ABNIRML: Analyzing the Behavior of Neural IR Models Sean MacAvaney Sergey Feldman Nazli Goharian Doug Downey Arman Cohan 15 49 0 02 Nov 2020
ANLIzing the Adversarial Natural Language Inference Dataset Adina Williams Tristan Thrush Douwe Kiela AAML 174 46 0 24 Oct 2020
Posterior Differential Regularization with f-divergence for Improving Model Robustness Hao Cheng Xiaodong Liu L. Pereira Yaoliang Yu Jianfeng Gao 248 31 0 23 Oct 2020
Improving Robustness by Augmenting Training Sentences with Predicate-Argument Structures N. Moosavi M. Boer Prasetya Ajie Utama Iryna Gurevych 19 13 0 23 Oct 2020
What is More Likely to Happen Next? Video-and-Language Future Event Prediction Jie Lei Licheng Yu Tamara L. Berg Joey Tianyi Zhou 22 72 0 15 Oct 2020
Counterfactual Variable Control for Robust and Interpretable Question Answering S. Yu Yulei Niu Shuohang Wang Jing Jiang Qianru Sun AAML OOD 42 9 0 12 Oct 2020
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks Stephen Mussmann Robin Jia Percy Liang 8 15 0 10 Oct 2020
Counterfactually-Augmented SNLI Training Data Does Not Yield Better Generalization Than Unaugmented Data William Huang Haokun Liu Samuel R. Bowman 16 37 0 09 Oct 2020
Explaining Deep Neural Networks Oana-Maria Camburu XAI FAtt 28 26 0 04 Oct 2020
Data-Efficient Pretraining via Contrastive Self-Supervision Nils Rethmeier Isabelle Augenstein 23 20 0 02 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 12 50 0 01 Oct 2020
FarsTail: A Persian Natural Language Inference Dataset Hossein Amirkhani Mohammad AzariJafari Zohreh Pourjafari Soroush Faridan-Jahromi Zeinab Kouhkan Azadeh Amirak 19 30 0 18 Sep 2020
Attention Flows: Analyzing and Comparing Attention Mechanisms in Language Models Joseph F DeRose Jiayao Wang M. Berger 17 83 0 03 Sep 2020
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models Lifu Tu Garima Lalwani Spandana Gella He He LRM 19 184 0 14 Jul 2020
Self-training Avoids Using Spurious Features Under Domain Shift Yining Chen Colin Wei Ananya Kumar Tengyu Ma OOD 19 84 0 17 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 17 40,023 0 28 May 2020
Syntactic Structure Distillation Pretraining For Bidirectional Encoders A. Kuncoro Lingpeng Kong Daniel Fried Dani Yogatama Laura Rimell Chris Dyer Phil Blunsom 31 33 0 27 May 2020
Logical Inferences with Comparatives and Generalized Quantifiers Izumi Haruta K. Mineshima D. Bekki ELM 19 11 0 16 May 2020
Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions Xiaochuang Han Byron C. Wallace Yulia Tsvetkov MILM FAtt AAML TDI 23 164 0 14 May 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 152 371 0 09 May 2020
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization Esin Durmus He He Mona T. Diab HILM 6 384 0 07 May 2020
A Systematic Assessment of Syntactic Generalization in Neural Language Models Jennifer Hu Jon Gauthier Peng Qian Ethan Gotlieb Wilcox R. Levy ELM 23 212 0 07 May 2020
The Sensitivity of Language Models and Humans to Winograd Schema Perturbations Mostafa Abdou Vinit Ravishankar Maria Barrett Yonatan Belinkov Desmond Elliott Anders Søgaard ReLM LRM 62 34 0 04 May 2020
Emergence of Syntax Needs Minimal Supervision Raphaël Bailly Kata Gábor 31 5 0 03 May 2020
DQI: Measuring Data Quality in NLP Swaroop Mishra Anjana Arunkumar Bhavdeep Singh Sachdeva Chris Bryan Chitta Baral 36 30 0 02 May 2020
RICA: Evaluating Robust Inference Capabilities Based on Commonsense Axioms Pei Zhou Rahul Khanna Seyeon Lee Bill Yuchen Lin Daniel E. Ho Jay Pujara Xiang Ren ReLM 19 36 0 02 May 2020
TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task Christoph Alt Aleksandra Gabryszak Leonhard Hennig 19 151 0 30 Apr 2020
Syntactic Data Augmentation Increases Robustness to Inference Heuristics Junghyun Min R. Thomas McCoy Dipanjan Das Emily Pitler Tal Linzen 30 175 0 24 Apr 2020
CLUE: A Chinese Language Understanding Evaluation Benchmark Liang Xu Hai Hu Xuanwei Zhang Lu Li Chenjie Cao ... Cong Yue Xinrui Zhang Zhen-Yi Yang Kyle Richardson Zhenzhong Lan ELM 39 377 0 13 Apr 2020
Translation Artifacts in Cross-lingual Transfer Learning Mikel Artetxe Gorka Labaka Eneko Agirre 19 114 0 09 Apr 2020
Domain Adaptation with Conditional Distribution Matching and Generalized Label Shift Rémi Tachet des Combes Han Zhao Yu-Xiang Wang Geoffrey J. Gordon OOD AAML VLM 31 183 0 10 Mar 2020
HypoNLI: Exploring the Artificial Patterns of Hypothesis-only Bias in Natural Language Inference Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 43 23 0 05 Mar 2020
A Hierarchy of Limitations in Machine Learning M. Malik 15 55 0 12 Feb 2020
Adversarial Filters of Dataset Biases Ronan Le Bras Swabha Swayamdipta Chandra Bhagavatula Rowan Zellers Matthew E. Peters Ashish Sabharwal Yejin Choi 36 220 0 10 Feb 2020
Adversarial Analysis of Natural Language Inference Systems Tiffany Chien Jugal Kalita AAML 36 12 0 07 Dec 2019
Negated and Misprimed Probes for Pretrained Language Models: Birds Can Talk, But Cannot Fly Nora Kassner Hinrich Schütze 12 316 0 08 Nov 2019
When Choosing Plausible Alternatives, Clever Hans can be Clever Pride Kavumba Naoya Inoue Benjamin Heinzerling Keshav Singh Paul Reisert Kentaro Inui 13 50 0 01 Nov 2019
HUBERT Untangles BERT to Improve Transfer across NLP Tasks M. Moradshahi Hamid Palangi M. Lam P. Smolensky Jianfeng Gao 21 16 0 25 Oct 2019
Discovering the Compositional Structure of Vector Representations with Role Learning Networks Paul Soulos R. Thomas McCoy Tal Linzen P. Smolensky CoGe 29 43 0 21 Oct 2019
SesameBERT: Attention for Anywhere Ta-Chun Su Hsiang-Chih Cheng 28 7 0 08 Oct 2019
Universal Adversarial Triggers for Attacking and Analyzing NLP Eric Wallace Shi Feng Nikhil Kandpal Matt Gardner Sameer Singh AAML SILM 43 836 0 20 Aug 2019